{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#from scSHARP.sc_sharp import *\n",
    "from scSHARP.sc_sharp import scSHARP\n",
    "from scSHARP.grid_search import GridSearch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# working\n",
    "data_path = \"simulations/splat_0.7/query_counts.csv.gz\"\n",
    "preds_path = \"simulations/splat_0.7/preds.csv\"\n",
    "tool_list = [\"scina\", \"scsorter\", \"sctype\", \"scpred\", \"singler\"]\n",
    "marker_path = \"simulations/splat_0.7/markers.txt\"\n",
    "ref_path = 'simulations/splat_0.7/ref_counts.csv.gz'\n",
    "ref_label_path = 'simulations/splat_0.7/ref_labels.csv'\n",
    "neighbors=2\n",
    "config=\"configs/2_25.txt\"\n",
    "sharp = scSHARP(data_path, tool_list, marker_path, preds_path=preds_path, config=config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = \"simulations/splat_0.7/query_counts.csv.gz\"\n",
    "#tool_preds = \"simulations/splat_0.7/preds.csv\"\n",
    "tool_preds = \"/Users/maxperozek/Desktop/preds_test.csv\"\n",
    "#tool_preds = None\n",
    "tools = [\"scina\", \"scsorter\", \"sctype\", \"scpred\", \"singler\"]\n",
    "marker_path = \"simulations/splat_0.7/markers.txt\"\n",
    "neighbors=2\n",
    "\n",
    "config=\"configs/2_25.txt\"\n",
    "sharp = scSHARP(data_path, tools, marker_path, tool_preds, neighbors, config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#example using anndata input\n",
    "# this is NOT working at the moment\n",
    "data_path = \"simulations/splat_0.7/anndata_0.7.h5ad\"\n",
    "tool_list = [\"scina\", \"scsorter\", \"sctype\", \"scpred\", \"singler\"]\n",
    "marker_path = \"simulations/splat_0.7/markers.txt\"\n",
    "preds_path = \"/Users/maxperozek/Desktop/preds_test.csv\"\n",
    "neighbors=2\n",
    "config=\"configs/2_25.txt\"\n",
    "sharp = scSHARP(data_path, tool_list, marker_path, neighbors=neighbors, config=config,anndata_use_raw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rscript /Users/maxperozek/CP499/scSHARP_tool/scSHARP/rdriver.r\n",
      "[1] \"/Users/maxperozek/Desktop/preds_test.csv\"\n",
      "[1] \"scina\"    \"scsorter\" \"sctype\"   \"scpred\"   \"singler\" \n",
      "$Group1\n",
      "[1] \"Gene22998\" \"Gene25191\" \"Gene4979\"  \"Gene2147\"  \"Gene23184\"\n",
      "\n",
      "$Group2\n",
      "[1] \"Gene13063\" \"Gene24725\" \"Gene17485\" \"Gene18913\" \"Gene11715\"\n",
      "\n",
      "$Group3\n",
      "[1] \"Gene32542\" \"Gene6733\"  \"Gene18063\" \"Gene15008\" \"Gene2937\" \n",
      "\n",
      "$Group4\n",
      "[1] \"Gene8214\"  \"Gene7177\"  \"Gene16718\" \"Gene26931\" \"Gene15204\"\n",
      "\n",
      "[1] \"Group1\" \"Group2\" \"Group3\" \"Group4\"\n",
      "[1] \"simulations/splat_0.7/ref_counts.csv.gz\"\n",
      "[1]  1000 33694\n",
      "[1] 33694  1000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Performing log-normalization\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Centering and scaling data matrix\n",
      "  |======================================================================| 100%\n",
      "Calculating gene variances\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Calculating feature variances of standardized and clipped values\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "PC_ 1 \n",
      "Positive:  Gene32542, Gene6733, Gene12892, Gene2420, Gene15204, Gene20190, Gene8214, Gene20408, Gene26174, Gene17872 \n",
      "\t   Gene26682, Gene7794, Gene19284, Gene30714, Gene19548, Gene31325, Gene13977, Gene24561, Gene7646, Gene18942 \n",
      "\t   Gene25088, Gene4473, Gene10253, Gene29556, Gene17987, Gene15472, Gene30593, Gene13629, Gene28452, Gene13489 \n",
      "Negative:  Gene28271, Gene23971, Gene19473, Gene14662, Gene4979, Gene22998, Gene18913, Gene27915, Gene10025, Gene6336 \n",
      "\t   Gene21310, Gene26209, Gene26866, Gene23350, Gene31693, Gene25017, Gene5947, Gene10067, Gene23813, Gene18070 \n",
      "\t   Gene24396, Gene31465, Gene31520, Gene13251, Gene27319, Gene24510, Gene30922, Gene31853, Gene10412, Gene9203 \n",
      "PC_ 2 \n",
      "Positive:  Gene15204, Gene2420, Gene8214, Gene23971, Gene21511, Gene9330, Gene15472, Gene20535, Gene2625, Gene30604 \n",
      "\t   Gene33434, Gene33661, Gene32429, Gene29247, Gene11939, Gene1463, Gene25171, Gene28271, Gene14662, Gene10791 \n",
      "\t   Gene28789, Gene10656, Gene20690, Gene24445, Gene24314, Gene13400, Gene24886, Gene18792, Gene10726, Gene19764 \n",
      "Negative:  Gene6733, Gene32542, Gene12892, Gene19473, Gene7794, Gene3358, Gene26210, Gene22998, Gene5947, Gene6336 \n",
      "\t   Gene18961, Gene20408, Gene14640, Gene21285, Gene30538, Gene11131, Gene950, Gene10025, Gene30110, Gene25366 \n",
      "\t   Gene14918, Gene7885, Gene23113, Gene21813, Gene8236, Gene16044, Gene9203, Gene12983, Gene12949, Gene27915 \n",
      "PC_ 3 \n",
      "Positive:  Gene18913, Gene23350, Gene14662, Gene10025, Gene31693, Gene29556, Gene18121, Gene4079, Gene13251, Gene10174 \n",
      "\t   Gene10928, Gene31299, Gene27448, Gene5938, Gene2580, Gene22873, Gene3968, Gene3674, Gene24244, Gene21373 \n",
      "\t   Gene14966, Gene6809, Gene9836, Gene25845, Gene7794, Gene26520, Gene30929, Gene28436, Gene9591, Gene8975 \n",
      "Negative:  Gene4979, Gene28271, Gene19473, Gene22998, Gene26209, Gene27915, Gene24258, Gene6797, Gene29841, Gene18961 \n",
      "\t   Gene6336, Gene11832, Gene19539, Gene30126, Gene20463, Gene22994, Gene21153, Gene5306, Gene19929, Gene29796 \n",
      "\t   Gene5334, Gene28433, Gene14035, Gene13911, Gene26863, Gene25024, Gene4440, Gene27519, Gene28014, Gene31520 \n",
      "PC_ 4 \n",
      "Positive:  Gene15204, Gene8214, Gene2420, Gene26153, Gene4929, Gene9377, Gene24445, Gene8957, Gene24396, Gene10363 \n",
      "\t   Gene1463, Gene22563, Gene31846, Gene27179, Gene26242, Gene31533, Gene10791, Gene25171, Gene3674, Gene31465 \n",
      "\t   Gene32418, Gene8726, Gene10412, Gene24206, Gene16802, Gene23696, Gene16110, Gene20463, Gene14966, Gene3926 \n",
      "Negative:  Gene23350, Gene18913, Gene5778, Gene30175, Gene14662, Gene10025, Gene4209, Gene33527, Gene22269, Gene31529 \n",
      "\t   Gene33444, Gene13489, Gene8295, Gene55, Gene7478, Gene8883, Gene32650, Gene13251, Gene6330, Gene20409 \n",
      "\t   Gene1191, Gene5484, Gene29134, Gene11932, Gene9836, Gene23260, Gene29710, Gene14640, Gene6528, Gene26938 \n",
      "PC_ 5 \n",
      "Positive:  Gene19884, Gene262, Gene6808, Gene10571, Gene5334, Gene25017, Gene16524, Gene5813, Gene13397, Gene10726 \n",
      "\t   Gene26242, Gene4834, Gene27635, Gene19707, Gene20463, Gene24396, Gene18913, Gene19063, Gene31465, Gene23886 \n",
      "\t   Gene3401, Gene8401, Gene10363, Gene25924, Gene32370, Gene19076, Gene1171, Gene26119, Gene3277, Gene24206 \n",
      "Negative:  Gene950, Gene21285, Gene30554, Gene9203, Gene32343, Gene8323, Gene27319, Gene6245, Gene7885, Gene3317 \n",
      "\t   Gene17121, Gene25742, Gene21511, Gene31520, Gene19787, Gene27854, Gene3158, Gene24085, Gene3948, Gene13401 \n",
      "\t   Gene2420, Gene2410, Gene15204, Gene33399, Gene11339, Gene13405, Gene25119, Gene2935, Gene14918, Gene12182 \n",
      "Computing nearest neighbor graph\n",
      "Computing SNN\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck\n",
      "\n",
      "Number of nodes: 1000\n",
      "Number of edges: 41265\n",
      "\n",
      "Running Louvain algorithm...\n",
      "Maximum modularity in 10 random starts: 0.6546\n",
      "Number of communities: 4\n",
      "Elapsed time: 0 seconds\n",
      "[1] \"Running SCINA\"\n",
      "[1] \"Running scSorter\"\n",
      "[1] \"Running scType\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Performing log-normalization\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Calculating gene variances\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Calculating feature variances of standardized and clipped values\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Centering and scaling data matrix\n",
      "  |======================================================================| 100%\n",
      "PC_ 1 \n",
      "Positive:  Gene28271, Gene14662, Gene19473, Gene4979, Gene18913, Gene22998, Gene23350, Gene2519, Gene11715, Gene22174 \n",
      "\t   Gene8601, Gene28909, Gene2343, Gene15151, Gene28661, Gene10673, Gene639, Gene8551, Gene21693, Gene3941 \n",
      "\t   Gene18213, Gene18986, Gene22195, Gene4841, Gene14757, Gene31896, Gene26133, Gene16104, Gene29888, Gene24396 \n",
      "Negative:  Gene12892, Gene32542, Gene6733, Gene15204, Gene2420, Gene9589, Gene14433, Gene11271, Gene29505, Gene19787 \n",
      "\t   Gene2037, Gene20182, Gene30742, Gene19867, Gene14994, Gene8647, Gene18118, Gene28554, Gene22470, Gene21183 \n",
      "\t   Gene15472, Gene10985, Gene5233, Gene20442, Gene26230, Gene10959, Gene18767, Gene4255, Gene12414, Gene24031 \n",
      "PC_ 2 \n",
      "Positive:  Gene18913, Gene23350, Gene11715, Gene14662, Gene21693, Gene2386, Gene27208, Gene8535, Gene11871, Gene22174 \n",
      "\t   Gene14645, Gene11283, Gene31871, Gene2124, Gene32623, Gene19605, Gene14757, Gene639, Gene7906, Gene28540 \n",
      "\t   Gene19277, Gene4474, Gene26661, Gene16897, Gene24225, Gene33420, Gene14216, Gene17493, Gene2326, Gene22936 \n",
      "Negative:  Gene4979, Gene28271, Gene19473, Gene22998, Gene2519, Gene30463, Gene22989, Gene8652, Gene2812, Gene10673 \n",
      "\t   Gene26946, Gene17664, Gene16640, Gene7845, Gene562, Gene17056, Gene24847, Gene15204, Gene488, Gene2420 \n",
      "\t   Gene2073, Gene6797, Gene26210, Gene24372, Gene14932, Gene19548, Gene5042, Gene16203, Gene3853, Gene33289 \n",
      "PC_ 3 \n",
      "Positive:  Gene15204, Gene2420, Gene28271, Gene8507, Gene26906, Gene17803, Gene26946, Gene26653, Gene28399, Gene15472 \n",
      "\t   Gene8552, Gene19044, Gene25662, Gene8866, Gene12718, Gene16293, Gene11133, Gene20182, Gene14662, Gene16813 \n",
      "\t   Gene13642, Gene3036, Gene18118, Gene30463, Gene2386, Gene12582, Gene12873, Gene4474, Gene15368, Gene13459 \n",
      "Negative:  Gene6733, Gene12892, Gene32542, Gene22174, Gene5644, Gene24449, Gene19867, Gene22822, Gene18704, Gene14932 \n",
      "\t   Gene31834, Gene2812, Gene15433, Gene15175, Gene5081, Gene1237, Gene30490, Gene3720, Gene10258, Gene28973 \n",
      "\t   Gene31756, Gene27351, Gene11271, Gene17906, Gene16104, Gene6806, Gene23113, Gene22044, Gene27586, Gene3503 \n",
      "PC_ 4 \n",
      "Positive:  Gene8178, Gene1506, Gene32479, Gene27738, Gene13842, Gene19701, Gene32542, Gene28428, Gene3384, Gene20468 \n",
      "\t   Gene22174, Gene31666, Gene7032, Gene3871, Gene30604, Gene16692, Gene9787, Gene25608, Gene16000, Gene31756 \n",
      "\t   Gene9451, Gene6190, Gene30279, Gene9319, Gene12892, Gene8114, Gene13794, Gene11271, Gene15615, Gene6214 \n",
      "Negative:  Gene24449, Gene22822, Gene18704, Gene32107, Gene16308, Gene3720, Gene13215, Gene9595, Gene15204, Gene28579 \n",
      "\t   Gene1871, Gene28102, Gene13377, Gene25088, Gene26987, Gene5644, Gene27208, Gene10553, Gene32898, Gene2166 \n",
      "\t   Gene2420, Gene23523, Gene11942, Gene16975, Gene31626, Gene5042, Gene15212, Gene15468, Gene22044, Gene33335 \n",
      "PC_ 5 \n",
      "Positive:  Gene14932, Gene8575, Gene9975, Gene5077, Gene9451, Gene32418, Gene11563, Gene15034, Gene33560, Gene10199 \n",
      "\t   Gene20412, Gene31876, Gene7505, Gene18671, Gene2073, Gene16024, Gene18727, Gene8551, Gene25746, Gene28909 \n",
      "\t   Gene30981, Gene14914, Gene30969, Gene1691, Gene26403, Gene9063, Gene26663, Gene8812, Gene31898, Gene21242 \n",
      "Negative:  Gene29888, Gene2343, Gene25435, Gene2376, Gene16104, Gene12458, Gene12603, Gene8866, Gene26878, Gene16433 \n",
      "\t   Gene9595, Gene10204, Gene2420, Gene14831, Gene33149, Gene17287, Gene6142, Gene23328, Gene26942, Gene19310 \n",
      "\t   Gene5632, Gene6301, Gene5644, Gene7307, Gene18118, Gene24127, Gene1466, Gene4841, Gene16028, Gene17333 \n",
      "Warning: The default method for RunUMAP has changed from calling Python UMAP via reticulate to the R-native UWOT using the cosine metric\n",
      "To use Python UMAP via reticulate, set umap.method to 'umap-learn' and metric to 'correlation'\n",
      "This message will be shown once per session\n",
      "19:46:48 UMAP embedding parameters a = 0.9922 b = 1.112\n",
      "19:46:48 Read 1000 rows and found 30 numeric columns\n",
      "19:46:48 Using Annoy for neighbor search, n_neighbors = 30\n",
      "19:46:48 Building Annoy index with metric = cosine, n_trees = 50\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "19:46:48 Writing NN index file to temp file /var/folders/ms/mpc19fxd7zz_dr0tr65kskdh0000gn/T//Rtmp7017Tq/file180f02497bd8e\n",
      "19:46:48 Searching Annoy index using 1 thread, search_k = 3000\n",
      "19:46:49 Annoy recall = 100%\n",
      "19:46:49 Commencing smooth kNN distance calibration using 1 thread with target n_neighbors = 30\n",
      "19:46:50 Initializing from normalized Laplacian + noise (using irlba)\n",
      "19:46:50 Commencing optimization for 500 epochs, with 34470 positive edges\n",
      "Using method 'umap'\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "19:46:52 Optimization finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "●  Extracting feature space for each cell type...\n",
      "DONE!\n",
      "●  Training models for each cell type...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: ggplot2\n",
      "Loading required package: lattice\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DONE!\n",
      "●  Matching reference with new dataset...\n",
      "\t ─ 2000 features present in reference loadings\n",
      "\t ─ 2000 features shared between reference and new dataset\n",
      "\t ─ 100% of features in the reference are present in new dataset\n",
      "●  Aligning new data to reference...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Harmony 1/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 2/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 3/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 4/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 5/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 6/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 7/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 8/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 9/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 10/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 11/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 12/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 13/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 14/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 15/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 16/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 17/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 18/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 19/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n",
      "Harmony 20/20\n",
      "0%   10   20   30   40   50   60   70   80   90   100%\n",
      "[----|----|----|----|----|----|----|----|----|----|\n",
      "**************************************************|\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "●  Classifying cells...\n",
      "DONE!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning messages:\n",
      "1: In simpleLoess(y, x, w, span, degree = degree, parametric = parametric,  :\n",
      "  pseudoinverse used at -2.699\n",
      "2: In simpleLoess(y, x, w, span, degree = degree, parametric = parametric,  :\n",
      "  neighborhood radius 0.30103\n",
      "3: In simpleLoess(y, x, w, span, degree = degree, parametric = parametric,  :\n",
      "  reciprocal condition number  2.0083e-14\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out_path = \"/Users/maxperozek/Desktop/preds_test.csv\"\n",
    "ref_path = \"simulations/splat_0.7/ref_counts.csv.gz\"\n",
    "ref_label_path = \"simulations/splat_0.7/ref_labels.csv\"\n",
    "sharp.run_tools(out_path, ref_path, ref_label_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(             scina  scsorter    sctype   singler    scpred\n",
       " scina     1.000000  0.754315  0.693673  0.822295  0.433323\n",
       " scsorter  0.754315  1.000000  0.711482  0.798433  0.426196\n",
       " sctype    0.693673  0.711482  1.000000  0.804131  0.442009\n",
       " singler   0.822295  0.798433  0.804131  1.000000  0.483785\n",
       " scpred    0.433323  0.426196  0.442009  0.483785  1.000000,\n",
       " <AxesSubplot:>)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sharp.component_correlation()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss in epoch 0 = 57.944233\n",
      "Loss in epoch 10 = 0.054911\n",
      "Loss in epoch 20 = 0.014803\n",
      "tensor([0, 0, 2, 0, 3, 3, 1, 2, 1, 2])\n",
      "tensor([1.0000, 1.0000, 0.9999, 1.0000, 1.0000, 0.9999, 1.0000, 1.0000, 1.0000,\n",
      "        1.0000], grad_fn=<SliceBackward0>)\n"
     ]
    }
   ],
   "source": [
    "preds, train_nodes, test_nodes, keep_cells, conf_scores = sharp.run_prediction(training_epochs=30, thresh=0.51, batch_size=20, seed=8)\n",
    "print(preds[0:10])\n",
    "print(conf_scores[0:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(preds.numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "sharp.save_model(\"/Users/maxperozek/Desktop/example_model\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "sharp.load_model(\"/Users/maxperozek/Desktop/example_model\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maxperozek/opt/anaconda3/envs/thesis/lib/python3.9/site-packages/captum/_utils/gradient.py:57: UserWarning: Input Tensor 0 did not already require gradients, required_grads has been set automatically.\n",
      "  warnings.warn(\n",
      "/Users/maxperozek/opt/anaconda3/envs/thesis/lib/python3.9/site-packages/captum/attr/_core/deep_lift.py:336: UserWarning: Setting forward, backward hooks and attributes on non-linear\n",
      "               activations. The hooks and attributes will be removed\n",
      "            after the attribution is finished\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Cell Type'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "int_df = sharp.run_interpretation()\n",
    "sharp.heat_map(n=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maxperozek/opt/anaconda3/envs/thesis/lib/python3.9/site-packages/anndata/_core/anndata.py:121: ImplicitModificationWarning: Transforming to str index.\n",
      "  warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4305.02x288 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sharp.expression_plots(n=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "thesis",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "9e461d02738fd757bc3d2933f9434d370f54d79aa7bbf71ca755487c9a10e111"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
